2024

  1. Hermes: Memory-Efficient Pipeline Inference for Large Models on Edge Devices
    Xueyuan Han, Zinuo Cai, Yichu Zhang, and 4 more authors
    arXiv preprint arXiv:2409.04249, 2024
  2. Slob: Suboptimal load balancing scheduling in local heterogeneous gpu clusters for large language model inference
    Peiwen Jiang, Haoxin Wang, Zinuo Cai, and 4 more authors
    IEEE Transactions on Computational Social Systems, 2024
  3. LLMaaS: Serving Large Language Models on Trusted Serverless Computing Platforms
    Zinuo Cai, Rongbo Ma, Yicheng Fu, and 3 more authors
    IEEE Transactions on Artificial Intelligence, 2024
  4. CCF-B
    SPSC: Stream Processing Framework Atop Serverless Computing for Industrial Big Data
    Zinuo Cai, Zebin Chen, Xinglei Chen, and 3 more authors
    IEEE Transactions on Cybernetics, 2024
  5. Edge-Distributed IoT Services Assist the Economic Sustainability of LEO Satellite Constellation Construction
    Meng Zhang, Hongjian Shi, and Ruhui Ma
    Sustainability, 2024
  6. CCF-A
    Eliminating domain bias for federated learning in representation space
    Jianqing Zhang, Yang Hua, Jian Cao, and 5 more authors
    Advances in Neural Information Processing Systems, 2024
  7. SCI Q2
    FedACQ: adaptive clustering quantization of model parameters in federated learning
    Tingting Tian, Hongjian Shi, Ruhui Ma, and 1 more author
    International Journal of Web Information Systems, 2024
  8. SCI Q1
    Deep Convolutional Linear Precoder Neural Network for Rate Splitting Strategy of Aerial Computing Networks
    Zhijie Wang, Ruhui Ma, Hongjian Shi, and 3 more authors
    IEEE Transactions on Network Science and Engineering, 2024
  9. CCF-B
    RFL-LSU: A Robust Federated Learning Approach with Localized Stepwise Updates
    Shuming Fan, Hongjian Shi, Chenpei Wang, and 2 more authors
    ACM Transactions on Internet Technology, 2024
  10. CCF-B
    Privacy-Aware Offloading Strategy via Self-Supervised Feature Mapping in the End-Edge-Cloud System
    Rui Zhang, Xuemei Zhao, Yajing Li, and 6 more authors
    ACM Transactions on Sensor Networks, 2024
  11. FedRL: A Reinforcement Learning Federated Recommender System for Efficient Communication Using Reinforcement Selector and Hypernet Generator
    Yicheng Di, Hongjian Shi, Ruhui Ma, and 3 more authors
    ACM Transactions on Recommender Systems, 2024
  12. FedREAS: A Robust Efficient Aggregation and Selection Framework for Federated Learning
    Shuming Fan, Chenpei Wang, Xinyu Ruan, and 3 more authors
    ACM Transactions on Asian and Low-Resource Language Information Processing, 2024

2023

  1. CCF-A
    SMSS: Stateful Model Serving in Metaverse With Serverless Computing and GPU Sharing
    Zinuo Cai, Zebin Chen, Ruhui Ma, and 1 more author
    IEEE Journal on Selected Areas in Communications, 2023
  2. SkyMask: Attack-agnostic Robust Federated Learning with Fine-grained Learnable Masks
    Peishen Yan, Hao Wang, Tao Song, and 5 more authors
    arXiv preprint arXiv:2312.12484, 2023
  3. PFLlib: Personalized Federated Learning Algorithm Library
    Jianqing Zhang, Yang Liu, Yang Hua, and 5 more authors
    arXiv preprint arXiv:2312.04992, 2023
  4. SCI Q2
    cFedDT: Cross-Domain Federated Learning in Digital Twins for Metaverse Consumer Electronic Products
    Ruhui Ma, Hongjian Shi, Honghao Gao, and 3 more authors
    IEEE Transactions on Consumer Electronics, 2023
  5. CCF-B
    Cloud-based Collaborative Agricultural Learning with Flexible Model Size and Adaptive Batch Number
    Hongjian Shi, Ilyas Bayanbayev, Wenkai Zheng, and 2 more authors
    ACM Transactions on Sensor Networks, 2023
  6. CCF-B
    Robust searching-based gradient collaborative management in intelligent transportation system
    Hongjian Shi, Hao Wang, Ruhui Ma, and 4 more authors
    ACM Transactions on Multimedia Computing, Communications and Applications, 2023
  7. SCI Q1
    Hierarchical adaptive collaborative learning: A distributed learning framework for customized cloud services in 6G mobile systems
    Hongjian Shi, Ruhui Ma, Dongmei Li, and 1 more author
    IEEE Network, 2023
  8. Sustainable serverless computing with cold-start optimization and automatic workflow resource scheduling
    Shanxing Pan, Hongyu Zhao, Zinuo Cai, and 3 more authors
    IEEE Transactions on Sustainable Computing, 2023
  9. CCF-B
    RIDIC: Real-Time Intelligent Transportation System With Dispersed Computing
    Zinuo Cai, Zebin Chen, Zihan Liu, and 3 more authors
    IEEE Transactions on Intelligent Transportation Systems, 2023
  10. CCF-A
    Fedcp: Separating feature information for personalized federated learning via conditional policy
    Jianqing Zhang, Yang Hua, Hao Wang, and 4 more authors
    In Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2023
  11. Chrion: Optimizing Recurrent Neural Network Inference by Collaboratively Utilizing CPUs and GPUs
    Zinuo Cai, Hao Wang, Tao Song, and 3 more authors
    arXiv preprint arXiv:2307.11339, 2023
  12. SCI Q1
    faaShark: An end-to-end network traffic analysis system atop serverless computing platforms
    Hongyu Zhao, Shanxing Pan, Zinuo Cai, and 6 more authors
    IEEE Transactions on Network Science and Engineering, 2023
  13. SCI Q1
    pFedEff: An Efficient and Personalized Federated Cognitive Learning Framework in Multiagent Systems
    Hongjian Shi, Jianqing Zhang, Shuming Fan, and 2 more authors
    IEEE Transactions on Cognitive and Developmental Systems, 2023
  14. CCF-A
    Fedala: Adaptive local aggregation for personalized federated learning
    Jianqing Zhang, Yang Hua, Hao Wang, and 4 more authors
    In Proceedings of the AAAI Conference on Artificial Intelligence, 2023
  15. CCF-B
    Online Residual-Based Key Frame Sampling with Self-Coach Mechanism and Adaptive Multi-Level Feature Fusion
    Rui Zhang, Yang Hua, Tao Song, and 3 more authors
    In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
  16. CCF-B
    MCAS-GP: Deep Learning-Empowered Middle Cerebral Artery Segmentation and Gate Proposition
    Rui Zhang, Shuo Wang, Ruhui Ma, and 4 more authors
    IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2023
  17. CCF-A
    Automatic pipeline parallelism: A parallel inference framework for deep learning applications in 6G mobile communication systems
    Hongjian Shi, Weichu Zheng, Zifei Liu, and 2 more authors
    IEEE Journal on Selected Areas in Communications, 2023
  18. WH 2 D 2 N 2: Distributed AI-enabled OK-ASN Service for Web of Things
    Kun Liang, Ruhui Ma, Yang Hua, and 5 more authors
    ACM Transactions on Asian and Low-Resource Language Information Processing, 2023
  19. GUARDIAN: a hardware-assisted distributed framework to enhance deep learning security
    Zinuo Cai, Bojun Ren, Ruhui Ma, and 3 more authors
    IEEE Transactions on Computational Social Systems, 2023
  20. Adversarial example does good: Preventing painting imitation from diffusion models via adversarial examples
    Chumeng Liang, Xiaoyu Wu, Yang Hua, and 6 more authors
    arXiv preprint arXiv:2302.04578, 2023
  21. CCF-B
    Edge Caching Placement Strategy based on Evolutionary Game for Conversational Information Seeking in Edge Cloud Computing
    Hongjian Shi, Meng Zhang, RuHui Ma, and 3 more authors
    ACM Transactions on the Web, 2023
  22. CCF-A
    Gpfl: Simultaneously learning global and personalized feature information for personalized federated learning
    Jianqing Zhang, Yang Hua, Hao Wang, and 5 more authors
    In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

2022

  1. Hierarchical Satellite System Graph for Approximate Nearest Neighbor Search on Big Data
    Jiaru Zhang, Ruhui Ma, Tao Song, and 4 more authors
    ACM/IMS Transactions on Data Science (TDS), 2022
  2. CCF-A
    Improving bayesian neural networks by adversarial sampling
    Jiaru Zhang, Yang Hua, Tao Song, and 4 more authors
    In Proceedings of the AAAI Conference on Artificial Intelligence, 2022
  3. CCF-B
    Perceptual data augmentation for biomedical coronary vessel segmentation
    Yuxin Ma, Shuo Wang, Yang Hua, and 5 more authors
    IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2022
  4. Batch Gradient Descent-based Optimization of WMMSE for Rate Splitting Strategy
    Zhijie Wang, Ruhui Ma, Hongjian Shi, and 2 more authors
    In 2022 International Symposium on Wireless Communication Systems (ISWCS), 2022
  5. CCF-B
    An efficient deep learning approach to IoT intrusion detection
    Jin Cao, Liwei Lin, Ruhui Ma, and 3 more authors
    The Computer Journal, 2022
  6. CCF-A
    OSTTD: Offloading of splittable tasks with topological dependence in multi-tier computing networks
    Rui Zhang, Xuesen Chu, Ruhui Ma, and 4 more authors
    IEEE Journal on Selected Areas in Communications, 2022

2021

  1. CCF-A
    Self-supervised vessel segmentation via adversarial learning
    Yuxin Ma, Yang Hua, Hanming Deng, and 6 more authors
    In Proceedings of the IEEE/CVF International Conference on Computer Vision, 2021
  2. CCF-A
    Robust bayesian neural networks by spectral expectation bound regularization
    Jiaru Zhang, Yang Hua, Zhengui Xue, and 4 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2021
  3. Vtt: long-term visual tracking with transformers
    Tianling Bian, Yang Hua, Tao Song, and 4 more authors
    In 2020 25th International Conference on Pattern Recognition (ICPR), 2021
  4. CCF-B
    Fine-Grained Pose Temporal Memory Module for Video Pose Estimation and Tracking
    WANG Chaoyi, Yang Hua, Tao Song, and 4 more authors
    In ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021
  5. CCF-A
    Themis: A Fair Evaluation Platform for Computer Vision Competitions.
    Zinuo Cai, Jianyong Yuan, Yang Hua, and 8 more authors
    In IJCAI, 2021
  6. SCI Q2
    SpaceDML: Enabling distributed machine learning in space information networks
    Hanxi Guo, Qing Yang, Hao Wang, and 4 more authors
    IEEE Network, 2021
  7. Fast and accurate scene parsing via bi-direction alignment networks
    Yanran Wu, Xiangtai Li, Chen Shi, and 5 more authors
    In 2021 IEEE International Conference on Image Processing (ICIP), 2021
  8. Positional Mask Attention for Video Sequence Modeling
    Jiaxuan Wang, Chaoyi Wang, Yang Hua, and 4 more authors
    In 2021 14th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI), 2021
  9. CCF-B
    Siren: Byzantine-robust federated learning via proactive alarming
    Hanxi Guo, Hao Wang, Tao Song, and 6 more authors
    In Proceedings of the ACM Symposium on Cloud Computing, 2021